{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Mathematical Engineering of Deep Learning\n",
    "\n",
    "by Benoit Liquet, Sarat Moka, and Yoni Nazarathy\n",
    "\n",
    "Julia Jupyter Notebook for [Unit 1](https://deeplearningmath.org/supervised-machine-learning.html).\n",
    "\n",
    "Note that you may need to restart the kernel before running certain cells due to name conflicts and similar issues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# using Pkg\n",
    "# Pkg.add(\"Flux\")\n",
    "# Pkg.add(\"Plots\")\n",
    "# Pkg.add(\"PyPlot\")\n",
    "# Pkg.add(\"StatsPlots\")\n",
    "# Pkg.add(\"MultivariateStats\")\n",
    "# Pkg.add(\"Measures\")\n",
    "# Pkg.add(\"Clustering\")\n",
    "# Pkg.add(\"Metalhead\")\n",
    "# Pkg.build()\n",
    "# Pkg.add(\"QuartzImageIO\")\n",
    "# Pkg.add(\"ImageMagick\")\n",
    "# Pkg.add(\"Distributions\")\n",
    "# Pkg.add(\"MultivariateStats\")\n",
    "# Pkg.add(\"RDatasets\")\n",
    "# Pkg.add(\"DataFrames\")\n",
    "# Pkg.add(\"LaTeXStrings\")\n",
    "# Pkg.add(\"MLDatasets\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots, Flux.Data.MNIST; pyplot()\n",
    "imgs = MNIST.images()\n",
    "heatmap(vcat(hcat(imgs[1:10]...),\n",
    "             hcat(imgs[11:20]...),\n",
    "             hcat(imgs[21:30]...)),ticks=false)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Precompiling StatsPlots [f3b207a7-027a-5e70-b257-86293d7955fd]\n",
      "└ @ Base loading.jl:1278\n",
      "┌ Info: Precompiling Flux [587475ba-b771-5e3f-ad9e-33799f191a9c]\n",
      "└ @ Base loading.jl:1278\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(d, n) = (784, 60000)\n",
      "onMeanIntensity = 0.6833624860322157\n",
      "prop0 = 0.8087977040816327\n",
      "prop1 = 0.006681164965986395\n",
      "Label counts: [5923, 6742, 5958, 6131, 5842, 5421, 5918, 6265, 5851, 5949]"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Basic Exploratory Data Analysis (EDA) for MNIST with Julia\n",
    "using Statistics, StatsPlots, Plots, Flux.Data.MNIST; pyplot()\n",
    "\n",
    "imgs, labels   = MNIST.images(), MNIST.labels()\n",
    "x = hcat([vcat(float.(im)...) for im in imgs]...)\n",
    "\n",
    "d, n = size(x)\n",
    "@show (d,n)\n",
    "\n",
    "onMeanIntensity = mean(filter((u)->u>0,x))\n",
    "@show onMeanIntensity\n",
    "\n",
    "prop0 = sum(x .== 0)/(d*n)\n",
    "@show prop0\n",
    "\n",
    "prop1 = sum(x .== 1)/(d*n)\n",
    "@show prop1\n",
    "\n",
    "print(\"Label counts: \", [sum(labels .== k) for k in 0:9])\n",
    "\n",
    "p = plot()\n",
    "for k in 0:9\n",
    "    onPixels = [ sum(x[:,i] .> 0) for i in (1:n)[labels .== k] ]\n",
    "    p = density!(onPixels, label = \"Digit $(k)\")\n",
    "end\n",
    "plot(p,xlabel=\"Number of non-zero pixels\", ylabel = \"Density\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(\"mnistOnPixels.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using MultivariateStats, LinearAlgebra, Flux.Data.MNIST, Measures,Plots\n",
    "pyplot()\n",
    "\n",
    "imgs, labels   = MNIST.images(), MNIST.labels()\n",
    "x = hcat([vcat(float.(im)...) for im in imgs]...)\n",
    "pca = fit(PCA, x; maxoutdim=2)\n",
    "M = projection(pca)\n",
    "\n",
    "function compareDigits(dA,dB)\n",
    "    imA, imB = imgs[labels .== dA], imgs[labels .== dB]\n",
    "    xA = hcat([vcat(float.(im)...) for im in imA]...)\n",
    "    xB = hcat([vcat(float.(im)...) for im in imB]...)\n",
    "    zA, zB = M'*xA, M'*xB\n",
    "    default(ms=0.8, msw=0, xlims=(-5,12.5), ylims=(-7.5,7.5),\n",
    "            legend = :topright, xlabel=\"PC 1\", ylabel=\"PC 2\")\n",
    "    scatter(zA[1,:],zA[2,:], c=:red,  label=\"Digit $(dA)\")\n",
    "    scatter!(zB[1,:],zB[2,:], c=:blue, label=\"Digit $(dB)\")\n",
    "end\n",
    "\n",
    "plots = []\n",
    "for k in 1:5\n",
    "    push!(plots,compareDigits(2k-2,2k-1))\n",
    "end\n",
    "plot(plots...,size = (800, 500), margin = 5mm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#!! Need to restart kernel after defaults set in example above \n",
    "using Clustering, Plots, Flux.Data.MNIST, Random; pyplot()\n",
    "Random.seed!(0)\n",
    "imgs, labels   = MNIST.images(), MNIST.labels()\n",
    "x = hcat([vcat(Float32.(im)...) for im in imgs]...)\n",
    "clusterResult = kmeans(x,10)\n",
    "heatmap(hcat([reshape(clusterResult.centers[:,k],28,28) for k in 1:10]...),\n",
    "    yflip=true,legend=false,aspectratio = 1,ticks=false,c=cgrad([:black, :white]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "savefig(\"mnistClustering.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using a pretrained Neural Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Chain(Conv((3, 3), 3=>64, relu), Conv((3, 3), 64=>64, relu), MaxPool((2, 2), pad = (0, 0, 0, 0), stride = (2, 2)), Conv((3, 3), 64=>128, relu), Conv((3, 3), 128=>128, relu), MaxPool((2, 2), pad = (0, 0, 0, 0), stride = (2, 2)), Conv((3, 3), 128=>256, relu), Conv((3, 3), 256=>256, relu), Conv((3, 3), 256=>256, relu), Conv((3, 3), 256=>256, relu), MaxPool((2, 2), pad = (0, 0, 0, 0), stride = (2, 2)), Conv((3, 3), 256=>512, relu), Conv((3, 3), 512=>512, relu), Conv((3, 3), 512=>512, relu), Conv((3, 3), 512=>512, relu), MaxPool((2, 2), pad = (0, 0, 0, 0), stride = (2, 2)), Conv((3, 3), 512=>512, relu), Conv((3, 3), 512=>512, relu), Conv((3, 3), 512=>512, relu), Conv((3, 3), 512=>512, relu), MaxPool((2, 2), pad = (0, 0, 0, 0), stride = (2, 2)), #44, Dense(25088, 4096, relu), Dropout(0.5), Dense(4096, 4096, relu), Dropout(0.5), Dense(4096, 1000), softmax)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Julia code \n",
    "using Metalhead\n",
    "\n",
    "#downloads about 0.5Gb of a pretrained neural network from the web\n",
    "vgg = VGG19();\n",
    "vgg.layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "225×225 Array{RGBX{N0f8},2} with eltype ColorTypes.RGBX{FixedPointNumbers.Normed{UInt8,8}}:\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)  …  RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)  …  RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)  …  RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " ⋮                                                 ⋱  \n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)  …  RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)  …  RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)\n",
       " RGBX{N0f8}(1.0,1.0,1.0)  RGBX{N0f8}(1.0,1.0,1.0)     RGBX{N0f8}(1.0,1.0,1.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#download an arbitrary image and try to classify it\n",
    "download(\"https://deeplearningmath.org/data/images/appleFruit.jpg\",\"appleFruit.jpg\");\n",
    "img = load(\"appleFruit.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.455828 seconds (1.07 k allocations: 480.524 MiB)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"Granny Smith\""
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@time begin\n",
    "    classify(vgg,img)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "194×259 Array{RGBX{N0f8},2} with eltype ColorTypes.RGBX{FixedPointNumbers.Normed{UInt8,8}}:\n",
       " RGBX{N0f8}(0.863,0.78,0.706)   …  RGBX{N0f8}(0.925,0.804,0.549)\n",
       " RGBX{N0f8}(0.863,0.78,0.706)      RGBX{N0f8}(0.922,0.8,0.545)\n",
       " RGBX{N0f8}(0.867,0.784,0.71)      RGBX{N0f8}(0.929,0.796,0.545)\n",
       " RGBX{N0f8}(0.875,0.792,0.718)     RGBX{N0f8}(0.925,0.792,0.541)\n",
       " RGBX{N0f8}(0.878,0.796,0.722)     RGBX{N0f8}(0.925,0.788,0.537)\n",
       " RGBX{N0f8}(0.882,0.8,0.725)    …  RGBX{N0f8}(0.922,0.784,0.533)\n",
       " RGBX{N0f8}(0.878,0.808,0.722)     RGBX{N0f8}(0.925,0.776,0.533)\n",
       " RGBX{N0f8}(0.882,0.812,0.725)     RGBX{N0f8}(0.925,0.776,0.533)\n",
       " RGBX{N0f8}(0.894,0.831,0.733)     RGBX{N0f8}(0.925,0.784,0.549)\n",
       " RGBX{N0f8}(0.89,0.827,0.729)      RGBX{N0f8}(0.922,0.784,0.565)\n",
       " RGBX{N0f8}(0.886,0.824,0.725)  …  RGBX{N0f8}(0.91,0.78,0.573)\n",
       " RGBX{N0f8}(0.878,0.816,0.718)     RGBX{N0f8}(0.906,0.78,0.588)\n",
       " RGBX{N0f8}(0.871,0.816,0.714)     RGBX{N0f8}(0.898,0.776,0.592)\n",
       " ⋮                              ⋱  \n",
       " RGBX{N0f8}(0.961,0.933,0.91)      RGBX{N0f8}(0.922,0.875,0.82)\n",
       " RGBX{N0f8}(0.961,0.933,0.91)      RGBX{N0f8}(0.929,0.882,0.827)\n",
       " RGBX{N0f8}(0.965,0.937,0.914)     RGBX{N0f8}(0.925,0.886,0.839)\n",
       " RGBX{N0f8}(0.961,0.933,0.91)   …  RGBX{N0f8}(0.918,0.878,0.831)\n",
       " RGBX{N0f8}(0.961,0.933,0.91)      RGBX{N0f8}(0.914,0.882,0.831)\n",
       " RGBX{N0f8}(0.961,0.933,0.91)      RGBX{N0f8}(0.929,0.898,0.847)\n",
       " RGBX{N0f8}(0.957,0.929,0.906)     RGBX{N0f8}(0.957,0.925,0.882)\n",
       " RGBX{N0f8}(0.957,0.929,0.906)     RGBX{N0f8}(0.976,0.945,0.902)\n",
       " RGBX{N0f8}(0.953,0.925,0.902)  …  RGBX{N0f8}(0.976,0.945,0.902)\n",
       " RGBX{N0f8}(0.953,0.925,0.902)     RGBX{N0f8}(0.969,0.937,0.894)\n",
       " RGBX{N0f8}(0.945,0.922,0.875)     RGBX{N0f8}(0.957,0.929,0.89)\n",
       " RGBX{N0f8}(0.945,0.922,0.875)     RGBX{N0f8}(0.957,0.929,0.89)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#and again\n",
    "download(\"https://deeplearningmath.org/data/images/baby.jpg\",\"baby.jpg\");\n",
    "img = load(\"baby.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"diaper, nappy, napkin\""
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classify(vgg,img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A primative classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best theta = 0.865 with F1 value of 0.9028719433229222\n",
      "On test set:\n",
      "(TP, FN, FP, TN) = (1000, 135, 84, 8781)\n",
      "(recall, precision) = (0.8810572687224669, 0.922509225092251)\n",
      "F1test = 0.9013068949977467\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using MLDatasets, StatsBase, Measures, Plots; pyplot()\n",
    "\n",
    "xTrain, yTrain = MLDatasets.MNIST.traindata(Float32)\n",
    "xTest, yTest = MLDatasets.MNIST.testdata(Float32)\n",
    "nTrain, nTest = size(xTrain)[3], size(xTest)[3]\n",
    "trainData = [xTrain[:,:,k]' for k in 1:nTrain]\n",
    "testData = [xTest[:,:,k]' for k in 1:nTest]\n",
    "positiveTrain = trainData[yTrain .== 1]\n",
    "negativeTrain = trainData[yTrain .!= 1]\n",
    "testLabels = yTest .== 1\n",
    "\n",
    "function peakProp(img)\n",
    "\tpeakSum = 0.0\n",
    "\tfor j in 1:28\n",
    "\t\tm = argmax(img[j,:])\n",
    "\t\t(m <=2 || m >= 26) && continue\n",
    "\t\tpeakSum += sum(img[j,m-2:m+2])\n",
    "\tend\n",
    "\tpeakSum/sum(img)\n",
    "end\n",
    "predict(img,theta) = peakProp(img) <= theta ? false : true\n",
    "function F1value(theta)\n",
    "\tpredictionOnPositive = predict.(positiveTrain,theta)\n",
    "\tpredictionOnNegative = predict.(negativeTrain,theta)\n",
    "\tTP = sum(predictionOnPositive)\n",
    "\tFN = sum(1 .- predictionOnPositive)\n",
    "\tFP = sum(predictionOnNegative)\n",
    "\tTN = sum(1 .- predictionOnNegative)\n",
    "\trecall, precision = TP/(TP + FN), TP/(TP + FP)\n",
    "\treturn 2*(precision*recall)/(precision+recall)\n",
    "end\n",
    "\n",
    "psPositive, psNegative = peakProp.(positiveTrain), peakProp.(negativeTrain)\n",
    "thetaRange = 0.5:0.005:1\n",
    "f1Values = F1value.(thetaRange)\n",
    "\n",
    "bestF1, bestIndex = findmax(f1Values)\n",
    "bestTheta = thetaRange[bestIndex]\n",
    "println(\"Best theta = \", bestTheta, \" with F1 value of \", bestF1)\n",
    "\n",
    "println(\"On test set:\")\n",
    "testPredictions = predict.(testData,bestTheta)\n",
    "TP, FN = sum(testPredictions[testLabels]), sum(.!testPredictions[testLabels])\n",
    "FP, TN = sum(testPredictions[.!testLabels]), sum(.!testPredictions[.!testLabels])\n",
    "recall, precision = TP/(TP + FN), TP/(TP + FP)\n",
    "F1test = harmmean([precision,recall])\n",
    "@show TP, FN, FP, TN; @show recall, precision; @show F1test\n",
    "\n",
    "p1 = stephist(psPositive, normed = true, label=\"1 Digit\",bins=50)\n",
    "stephist!(psNegative, normed = true, xlim=(0.4,1), ylim=(0,6),bins=50,\n",
    "\t\t\txlabel = \"Value\", ylabel = \"Frequency\",\n",
    "\t\t\tlabel=\"Non 1 Digit\")\n",
    "plot!([bestTheta,bestTheta],[0,5], c =:black, label = :none)\n",
    "p2 = plot(thetaRange,f1Values, legend = false,\n",
    "\txlabel = \"Threshold\", ylabel = \"F1 Value\")\n",
    "plot!([bestTheta],[bestF1], c=:black)\n",
    "plot(p1,p2,size=(800,400))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A linear classifier for MNIST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8603\n",
      "Confusion Matrix:\n",
      "10×10 Array{Int64,2}:\n",
      " 944     0   18    4    0   23   18    5   14   15\n",
      "   0  1107   54   17   22   18   10   40   46   11\n",
      "   1     2  813   23    6    3    9   16   11    2\n",
      "   2     2   26  880    1   72    0    6   30   17\n",
      "   2     3   15    5  881   24   22   26   27   80\n",
      "   7     1    0   17    5  659   17    0   40    1\n",
      "  14     5   42    9   10   23  875    1   15    1\n",
      "   2     1   22   21    2   14    0  884   12   77\n",
      "   7    14   37   22   11   39    7    0  759    4\n",
      "   1     0    5   12   44   17    0   50   20  801"
     ]
    }
   ],
   "source": [
    "using Flux, Flux.Data.MNIST, LinearAlgebra\n",
    "using Flux: onehotbatch\n",
    "\n",
    "imgs   = Flux.Data.MNIST.images()\n",
    "labels = Flux.Data.MNIST.labels()\n",
    "nTrain = length(imgs)\n",
    "trainData = vcat([hcat(float.(imgs[i])...) for i in 1:nTrain]...)\n",
    "trainLabels = labels[1:nTrain]\n",
    "testImgs = Flux.Data.MNIST.images(:test)\n",
    "testLabels = Flux.Data.MNIST.labels(:test)\n",
    "nTest = length(testImgs)\n",
    "testData = vcat([hcat(float.(testImgs[i])...) for i in 1:nTest]...)\n",
    "\n",
    "A = [ones(nTrain) trainData]\n",
    "Adag = pinv(A)\n",
    "tfPM(x) = x ? +1 : -1\n",
    "yDat(k) = tfPM.(onehotbatch(trainLabels,0:9)'[:,k+1])\n",
    "bets = [Adag*yDat(k) for k in 0:9]\n",
    "\n",
    "classifyF(input) = findmax([([1 ; input])'*bets[k] for k in 1:10])[2]-1\n",
    "\n",
    "predictions = [classifyF(testData[k,:]) for k in 1:nTest]\n",
    "confusionMatrix = [sum((predictions .== i) .& (testLabels .== j))\n",
    "\t\t\t\tfor i in 0:9, j in 0:9]\n",
    "accuracy = sum(diag(confusionMatrix))/nTest\n",
    "\n",
    "println(\"Accuracy: \", accuracy, \"\\nConfusion Matrix:\")\n",
    "show(stdout, \"text/plain\", confusionMatrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Improving the linear classifier "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch = 1\n",
      "(nPos, nNeg) = (36101, 23899)\n",
      "accuracy = 0.868\n",
      "Found improvement\n",
      "\n",
      "epoch = 2\n",
      "(nPos, nNeg) = (31267, 28733)\n",
      "accuracy = 0.8687\n",
      "Found improvement\n",
      "\n",
      "epoch = 3\n",
      "(nPos, nNeg) = (43458, 16542)\n",
      "accuracy = 0.8616\n",
      "No improvement in this step\n",
      "\n",
      "epoch = 4\n",
      "(nPos, nNeg) = (27326, 32674)\n",
      "accuracy = 0.8709\n",
      "Found improvement\n",
      "\n",
      "epoch = 5\n",
      "(nPos, nNeg) = (26633, 33367)\n",
      "accuracy = 0.8698\n",
      "No improvement in this step\n",
      "\n",
      "\n",
      "Final accuracy: 0.8709\n"
     ]
    }
   ],
   "source": [
    "using Flux, Flux.Data.MNIST, LinearAlgebra, Random, Distributions\n",
    "using Flux: onehotbatch\n",
    "\n",
    "imgs   = Flux.Data.MNIST.images()\n",
    "labels = Flux.Data.MNIST.labels()\n",
    "nTrain = length(imgs)\n",
    "trainData = vcat([hcat(float.(imgs[i])...) for i in 1:nTrain]...)\n",
    "trainLabels = labels[1:nTrain]\n",
    "testImgs = Flux.Data.MNIST.images(:test)\n",
    "testLabels = Flux.Data.MNIST.labels(:test)\n",
    "nTest = length(testImgs)\n",
    "testData = vcat([hcat(float.(testImgs[i])...) for i in 1:nTest]...)\n",
    "\n",
    "Random.seed!(0)\n",
    "wS = rand(784) .- 0.5\n",
    "bS = 0.0\n",
    "bestAcc = 0.0\n",
    "\n",
    "α₀, α₁ = 2, 0.1\n",
    "\n",
    "for epoch in 1:5\n",
    "    @show epoch\n",
    "    rn = rand(Normal(),784)\n",
    "    w = wS + α₁*rn/norm(rn)\n",
    "    b = bS + α₀*rand(Normal())\n",
    "\n",
    "    trainDataPos = trainData[(trainData*w .+ b) .>= 0,:]\n",
    "    trainLabelsPos = trainLabels[(trainData*w .+ b) .>= 0]\n",
    "    nPos = length(trainLabelsPos)\n",
    "\n",
    "    trainDataNeg = trainData[(trainData*w .+ b) .< 0,:]\n",
    "    trainLabelsNeg = trainLabels[(trainData*w .+ b) .< 0]\n",
    "    nNeg = length(trainLabelsNeg)\n",
    "\n",
    "    @show nPos,nNeg\n",
    "\n",
    "    Ap = [ones(nPos) trainDataPos]\n",
    "    AdagPos = pinv(Ap)\n",
    "\n",
    "    An = [ones(nNeg) trainDataNeg]\n",
    "    AdagNeg = pinv(An)\n",
    "\n",
    "    tfPM(x) = x ? +1 : -1\n",
    "    yDatPos(k) = tfPM.(onehotbatch(trainLabelsPos,0:9)'[:,k+1])\n",
    "    yDatNeg(k) = tfPM.(onehotbatch(trainLabelsNeg,0:9)'[:,k+1])\n",
    "    betsPos = [AdagPos*yDatPos(k) for k in 0:9]\n",
    "    betsNeg = [AdagNeg*yDatNeg(k) for k in 0:9]\n",
    "\n",
    "    classifyF(input) = findmax([\n",
    "            (input'w+b >= 0 ? \n",
    "                ([1 ; input])'*betsPos[k] \n",
    "                  :\n",
    "                ([1 ; input])'*betsNeg[k])\n",
    "            for k in 1:10])[2]-1\n",
    "\n",
    "    predictions = [classifyF(testData[k,:]) for k in 1:nTest]\n",
    "    accuracy = sum(predictions .== testLabels)/nTest\n",
    "    @show accuracy \n",
    "    if accuracy > bestAcc\n",
    "        bestAcc = accuracy\n",
    "        wS, bs = w, b\n",
    "        println(\"Found improvement\")\n",
    "    else\n",
    "        println(\"No improvement in this step\")\n",
    "    end\n",
    "    println()\n",
    "end\n",
    "println(\"\\nFinal accuracy: \", bestAcc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ridge regression and k-fold cross validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Losing 9 observations.\n",
      "Found best lambda for regularization: 7600\n",
      "Beta estimate: [2.207, 3.754, 32.339]\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using RDatasets, DataFrames, Random, Statistics, LinearAlgebra\n",
    "using MultivariateStats, LaTeXStrings, Plots; pyplot()\n",
    "Random.seed!(0)\n",
    "\n",
    "df = RDatasets.dataset(\"MASS\", \"cpus\")\n",
    "n = size(df)[1]\n",
    "df = df[shuffle(1:n),:]\n",
    "\n",
    "K = 10\n",
    "nG = Int(floor(n/K))\n",
    "n = K*nG\n",
    "println(\"Losing $(size(df)[1] - n) observations.\")\n",
    "\n",
    "lamGrid = 0:100:30000\n",
    "\n",
    "devSet(k) = collect(1+nG*(k-1):nG*k)\n",
    "trainSet(k) = setdiff(1:n,devSet(k))\n",
    "\n",
    "xTrain(k) = convert(Array{Float64,2},df[trainSet(k),[:Cach, :ChMin]])\n",
    "xDev(k) = convert(Array{Float64,2},df[devSet(k),[ :Cach, :ChMin]])\n",
    "\n",
    "yTrain(k) = convert(Array{Float64,1},df[trainSet(k),:Perf])\n",
    "yDev(k) = convert(Array{Float64,1},df[devSet(k),:Perf])\n",
    "\n",
    "errVals = zeros(length(lamGrid))\n",
    "for (i,lam) in enumerate(lamGrid)\n",
    "    errSamples = zeros(K)\n",
    "    for k in 1:K\n",
    "        beta = ridge(xTrain(k),yTrain(k),lam)\n",
    "        errSamples[k] = norm([ones(nG) xDev(k)]*beta - yDev(k) )^2\n",
    "    end\n",
    "    errVals[i] = sqrt(mean(errSamples))\n",
    "end\n",
    "\n",
    "i = argmin(errVals)\n",
    "bestLambda = lamGrid[i]\n",
    "\n",
    "betaFinal = ridge(convert(Array{Float64,2},df[:,[:Cach, :ChMin]]),\n",
    "                  convert(Array{Float64,1},df[:,:Perf]),bestLambda)\n",
    "\n",
    "macro RR(x) return:(round.($x,digits = 3)) end\n",
    "println(\"Found best lambda for regularization: \", bestLambda)\n",
    "println(\"Beta estimate: \", @RR betaFinal)\n",
    "\n",
    "plot(lamGrid, errVals,legend = false,\n",
    "     xlabel = L\"\\lambda\", ylabel = \"Loss\")\n",
    "plot!([bestLambda,bestLambda],[0,10^3], c = :black, ylim = (750, 1250))"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Julia 1.5.3",
   "language": "julia",
   "name": "julia-1.5"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.5.3"
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 },
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